{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from music21 import *\n",
    "from IPython import display\n",
    "import random\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "Stream = converter.parse('data/original_metheny.mid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <div id='midiPlayerDiv122488'></div>\n",
       "                <link rel=\"stylesheet\" href=\"//cuthbertLab.github.io/music21j/css/m21.css\"\n",
       "                    type=\"text/css\" />\n",
       "                <script>\n",
       "                require.config({\n",
       "                    paths: {'music21': '//cuthbertLab.github.io/music21j/src/music21'}\n",
       "                });\n",
       "                require(['music21'], function() {\n",
       "                               mp = new music21.miditools.MidiPlayer();\n",
       "                               mp.addPlayer('#midiPlayerDiv122488');\n",
       "                               mp.base64Load('data:audio/midi;base64,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CDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQAAk0UxggCDRQAAk0UjggCDRQAAk0UcggCDRQAAk0UWggCDRQAAk0VmggCDRQAAk0U6ggCDRQAAk0UsggCDRQAAk0UkggCDRQAAk0VmggCDRQAAk0VXggCDRQAAk0VFggCDRQAAk0U1ggCDRQAAk0UsggCDRQAAk0UhggCDRQAAk0UbggCDRQAAk0UWggCDRQCIAP8vAE1UcmsAAAwFAP8DBkNvbmdhcwDjAEAAwwAA/1kCAQAA/1gEBAIYCKysAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAhACTP3KCAIM/AACTP2OCAIM/AIIAk0BPggCDQAAAk0BAggCDQACGAJM+foIAgz4AhACTQDyCAINAAACTQGaCAINAAACTQHCCAINAAIQAkz9yggCDPwAAkz9jggCDPwCCAJNAT4IAg0AAAJNAQIIAg0AAhgCTPn6CAIM+AIQAk0A8ggCDQAAAk0BmggCDQAAAk0BwggCDQACEAJM/coIAgz8AAJM/Y4IAgz8AggCTQE+CAINAAACTQECCAINAAIYAkz5+ggCDPgCEAJNAPIIAg0AAAJNAZoIAg0AAAJNAcIIAg0AAiAD/LwBNVHJrAAAGXwD/AwAA4wBAAMMAAP9ZAgEAAP9YBAQCGAiT6ACTH1OCAIMfAIIAkx8wggCDHwCCAJMfJYIAgx8AggCTHx2CAIMfAJIAkx9QggCDHwCCAJMfM4IAgx8AggCTHyiCAIMfAIIAkx8dggCDHwCSAJMfUIIAgx8AggCTHzGCAIMfAIIAkx8rggCDHwCCAJMfIIIAgx8AkgCTH1GCAIMfAIIAkx8xggCDHwCCAJMfKIIAgx8AggCTHx2CAIMfAJIAkx9TggCDHwCCAJMfMIIAgx8AggCTHyWCAIMfAIIAkx8dggCDHwCSAJMfUIIAgx8AggCTHzOCAIMfAIIAkx8oggCDHwCCAJMfHYIAgx8AkgCTH1CCAIMfAIIAkx8xggCDHwCCAJMfK4IAgx8AggCTHyCCAIMfAJIAkx9RggCDHwCCAJMfMYIAgx8AggCTHyiCAIMfAIIAkx8dggCDHwCSAJMfU4IAgx8AggCTHzCCAIMfAIIAkx8lggCDHwCCAJMfHYIAgx8AkgCTH1CCAIMfAIIAkx8zggCDHwCCAJMfKIIAgx8AggCTHx2CAIMfAJIAkx9QggCDHwCCAJMfMYIAgx8AggCTHyuCAIMfAIIAkx8gggCDHwCSAJMfUYIAgx8AggCTHzGCAIMfAIIAkx8oggCDHwCCAJMfHYIAgx8AkgCTH1OCAIMfAIIAkx8wggCDHwCCAJMfJYIAgx8AggCTHx2CAIMfAJIAkx9QggCDHwCCAJMfM4IAgx8AggCTHyiCAIMfAIIAkx8dggCDHwCSAJMfUIIAgx8AggCTHzGCAIMfAIIAkx8rggCDHwCCAJMfIIIAgx8AkgCTH1GCAIMfAIIAkx8xggCDHwCCAJMfKIIAgx8AggCTHx2CAIMfAJIAkx9TggCDHwCCAJMfMIIAgx8AggCTHyWCAIMfAIIAkx8dggCDHwCSAJMfUIIAgx8AggCTHzOCAIMfAIIAkx8oggCDHwCCAJMfHYIAgx8AkgCTH1CCAIMfAIIAkx8xggCDHwCCAJMfK4IAgx8AggCTHyCCAIMfAJIAkx9RggCDHwCCAJMfMYIAgx8AggCTHyiCAIMfAIIAkx8dggCDHwCSAJMfU4IAgx8AggCTHzCCAIMfAIIAkx8lggCDHwCCAJMfHYIAgx8AkgCTH1CCAIMfAIIAkx8zggCDHwCCAJMfKIIAgx8AggCTHx2CAIMfAJIAkx9QggCDHwCCAJMfMYIAgx8AggCTHyuCAIMfAIIAkx8gggCDHwCSAJMfUYIAgx8AggCTHzGCAIMfAIIAkx8oggCDHwCCAJMfHYIAgx8AkgCTH1OCAIMfAIIAkx8wggCDHwCCAJMfJYIAgx8AggCTHx2CAIMfAJIAkx9QggCDHwCCAJMfM4IAgx8AggCTHyiCAIMfAIIAkx8dggCDHwCSAJMfUIIAgx8AggCTHzGCAIMfAIIAkx8rggCDHwCCAJMfIIIAgx8AkgCTH1GCAIMfAIIAkx8xggCDHwCCAJMfKIIAgx8AggCTHx2CAIMfAJIAkx9TggCDHwCCAJMfMIIAgx8AggCTHyWCAIMfAIIAkx8dggCDHwCSAJMfUIIAgx8AggCTHzOCAIMfAIIAkx8oggCDHwCCAJMfHYIAgx8AkgCTH1CCAIMfAIIAkx8xggCDHwCCAJMfK4IAgx8AggCTHyCCAIMfAJIAkx9RggCDHwCCAJMfMYIAgx8AggCTHyiCAIMfAIIAkx8dggCDHwCSAJMfU4IAgx8AggCTHzCCAIMfAIIAkx8lggCDHwCCAJMfHYIAgx8AkgCTH1CCAIMfAIIAkx8zggCDHwCCAJMfKIIAgx8AggCTHx2CAIMfAJIAkx9QggCDHwCCAJMfMYIAgx8AggCTHyuCAIMfAIIAkx8gggCDHwCSAJMfUYIAgx8AggCTHzGCAIMfAIIAkx8oggCDHwCCAJMfHYIAgx8AkgCTH1OCAIMfAIIAkx8wggCDHwCCAJMfJYIAgx8AggCTHx2CAIMfAJIAkx9QggCDHwCCAJMfM4IAgx8AggCTHyiCAIMfAIIAkx8dggCDHwCSAJMfUIIAgx8AggCTHzGCAIMfAIIAkx8rggCDHwCCAJMfIIIAgx8AkgCTH1GCAIMfAIIAkx8xggCDHwCCAJMfKIIAgx8AggCTHx2CAIMfAIgA/y8ATVRyawAAAJkA/wMJV29vZGJsb2NrAMdzAOcAQADHcwD/WQIBAAD/WAQEAhgImLAAl0xuggCHTAC+AJdMcoIAh0wAvgCXTHCCAIdMAL4Al0xuggCHTAC+AJdMcoIAh0wAvgCXTG6CAIdMAL4Al0xyggCHTAC+AJdMcoIAh0wAvgCXTHKCAIdMAL4Al0xyggCHTAC+AJdMcoIAh0wAiAD/LwA=');\n",
       "                        });\n",
       "                </script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Stream.show('midi')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "noteList = [Note for Note in Stream[5][4]][1:]\n",
    "barNum = len(noteList) // 4\n",
    "noteSlice = [(Note.name, Note.duration.quarterLength) for Note in noteList[246:429]]\n",
    "note2id = {}\n",
    "for Note in noteSlice:\n",
    "    if Note not in note2id:\n",
    "        note2id[Note] = len(note2id)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.     , 0.125  , 0.     , ..., 0.     , 0.     , 0.     ],\n",
       "       [0.     , 0.     , 0.5    , ..., 0.     , 0.     , 0.     ],\n",
       "       [0.     , 0.     , 0.     , ..., 0.     , 0.     , 0.     ],\n",
       "       ...,\n",
       "       [0.     , 0.     , 0.     , ..., 0.5    , 0.     , 0.     ],\n",
       "       [0.     , 0.     , 0.     , ..., 0.     , 0.     , 0.     ],\n",
       "       [0.03125, 0.03125, 0.03125, ..., 0.03125, 0.03125, 0.03125]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "notes = note2id.keys()\n",
    "noteKindNum = len(note2id)\n",
    "transitionMatrix = np.zeros((noteKindNum, noteKindNum))\n",
    "last = 0\n",
    "for Note in noteSlice[1:]:\n",
    "    transitionMatrix[last, note2id[Note]] += 1\n",
    "    last = note2id[Note]\n",
    "\n",
    "for row in transitionMatrix:\n",
    "    if np.all(row == 0):\n",
    "        row += 1\n",
    "transitionMatrix /= np.sum(transitionMatrix, axis=1, keepdims=True)\n",
    "transitionMatrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "      <th>B-</th>\n",
       "      <th colspan=\"3\" halign=\"left\">G</th>\n",
       "      <th>B</th>\n",
       "      <th>F</th>\n",
       "      <th>D</th>\n",
       "      <th>...</th>\n",
       "      <th>G</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>D</th>\n",
       "      <th>E</th>\n",
       "      <th>A</th>\n",
       "      <th>E</th>\n",
       "      <th>D</th>\n",
       "      <th>E</th>\n",
       "      <th>C</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>0.25</th>\n",
       "      <th>1/3</th>\n",
       "      <th>0.25</th>\n",
       "      <th>0.25</th>\n",
       "      <th>0.25</th>\n",
       "      <th>0.5</th>\n",
       "      <th>1/3</th>\n",
       "      <th>0.25</th>\n",
       "      <th>1.0</th>\n",
       "      <th>2/3</th>\n",
       "      <th>...</th>\n",
       "      <th>0.75</th>\n",
       "      <th>0.5</th>\n",
       "      <th>1/3</th>\n",
       "      <th>1.0</th>\n",
       "      <th>1/3</th>\n",
       "      <th>0.75</th>\n",
       "      <th>4/3</th>\n",
       "      <th>0.75</th>\n",
       "      <th>0.75</th>\n",
       "      <th>2/3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <th>0.25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.12500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.12500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <th>1/3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <th>0.25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.12500</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B-</th>\n",
       "      <th>0.25</th>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.25000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">G</th>\n",
       "      <th>0.25</th>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.05000</td>\n",
       "      <td>0.05000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.10000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.05000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1/3</th>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <th>0.25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.25000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.50000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <th>1.0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <th>2/3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <th>0.25</th>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <th>1/3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E</th>\n",
       "      <th>2/3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <th>1/3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.20000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.20000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E</th>\n",
       "      <th>0.5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <th>1/3</th>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E-</th>\n",
       "      <th>0.25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <th>0.25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E</th>\n",
       "      <th>0.25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.10000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <th>0.5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <th>2/3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C#</th>\n",
       "      <th>0.25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G</th>\n",
       "      <th>0.75</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <th>0.5</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.50000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <th>1/3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.50000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <th>1.0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E</th>\n",
       "      <th>1/3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <th>0.75</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.50000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E</th>\n",
       "      <th>4/3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <th>0.75</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E</th>\n",
       "      <th>0.75</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <th>2/3</th>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.03125</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.031250</td>\n",
       "      <td>0.03125</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                A        C         D        B-         G                    \\\n",
       "             0.25      1/3      0.25      0.25      0.25      0.5      1/3   \n",
       "A  0.25  0.000000  0.12500  0.000000  0.125000  0.125000  0.00000  0.00000   \n",
       "C  1/3   0.000000  0.00000  0.500000  0.000000  0.000000  0.00000  0.00000   \n",
       "D  0.25  0.000000  0.00000  0.000000  0.125000  0.375000  0.00000  0.00000   \n",
       "B- 0.25  0.250000  0.00000  0.250000  0.000000  0.000000  0.00000  0.00000   \n",
       "G  0.25  0.100000  0.00000  0.150000  0.000000  0.400000  0.05000  0.05000   \n",
       "   0.5   0.000000  0.00000  0.000000  0.000000  0.333333  0.00000  0.00000   \n",
       "   1/3   0.250000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "B  0.25  0.000000  0.00000  0.000000  0.000000  0.000000  0.25000  0.00000   \n",
       "F  1.0   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "D  2/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "C  0.25  0.222222  0.00000  0.111111  0.222222  0.111111  0.00000  0.00000   \n",
       "F  1/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "E  2/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "A  1/3   0.000000  0.20000  0.000000  0.000000  0.200000  0.00000  0.00000   \n",
       "E  0.5   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "D  1/3   0.500000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "E- 0.25  0.000000  0.00000  0.500000  0.000000  0.000000  0.00000  0.00000   \n",
       "F  0.25  0.000000  0.00000  0.000000  0.000000  0.222222  0.00000  0.00000   \n",
       "E  0.25  0.000000  0.00000  0.000000  0.000000  0.300000  0.10000  0.00000   \n",
       "F  0.5   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  1.00000   \n",
       "A  2/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  1.00000   \n",
       "C# 0.25  0.000000  0.00000  0.200000  0.000000  0.000000  0.00000  0.00000   \n",
       "G  0.75  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "A  0.5   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.50000   \n",
       "B  1/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "D  1.0   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "E  1/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "A  0.75  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "E  4/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "D  0.75  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "E  0.75  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  0.00000   \n",
       "C  2/3   0.031250  0.03125  0.031250  0.031250  0.031250  0.03125  0.03125   \n",
       "\n",
       "               B         F        D  ...        G        A        B        D  \\\n",
       "            0.25       1.0      2/3  ...     0.75      0.5      1/3      1.0   \n",
       "A  0.25  0.12500  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "C  1/3   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "D  0.25  0.00000  0.000000  0.00000  ...  0.12500  0.00000  0.00000  0.00000   \n",
       "B- 0.25  0.00000  0.000000  0.00000  ...  0.00000  0.25000  0.00000  0.00000   \n",
       "G  0.25  0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.10000  0.00000   \n",
       "   0.5   0.00000  0.333333  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "   1/3   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "B  0.25  0.50000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "F  1.0   0.00000  0.000000  1.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "D  2/3   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "C  0.25  0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "F  1/3   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "E  2/3   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "A  1/3   0.00000  0.000000  0.00000  ...  0.00000  0.20000  0.00000  0.00000   \n",
       "E  0.5   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "D  1/3   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "E- 0.25  0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "F  0.25  0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "E  0.25  0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "F  0.5   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "A  2/3   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "C# 0.25  0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "G  0.75  0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "A  0.5   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "B  1/3   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.50000   \n",
       "D  1.0   1.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "E  1/3   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "A  0.75  0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "E  4/3   0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "D  0.75  0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "E  0.75  0.00000  0.000000  0.00000  ...  0.00000  0.00000  0.00000  0.00000   \n",
       "C  2/3   0.03125  0.031250  0.03125  ...  0.03125  0.03125  0.03125  0.03125   \n",
       "\n",
       "                E        A         E         D         E        C  \n",
       "              1/3     0.75       4/3      0.75      0.75      2/3  \n",
       "A  0.25  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "C  1/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "D  0.25  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "B- 0.25  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "G  0.25  0.000000  0.05000  0.000000  0.000000  0.000000  0.00000  \n",
       "   0.5   0.000000  0.00000  0.333333  0.000000  0.000000  0.00000  \n",
       "   1/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "B  0.25  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "F  1.0   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "D  2/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "C  0.25  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "F  1/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "E  2/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "A  1/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "E  0.5   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "D  1/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.50000  \n",
       "E- 0.25  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "F  0.25  0.111111  0.00000  0.000000  0.111111  0.111111  0.00000  \n",
       "E  0.25  0.100000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "F  0.5   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "A  2/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "C# 0.25  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "G  0.75  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "A  0.5   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "B  1/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "D  1.0   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "E  1/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "A  0.75  0.000000  0.50000  0.000000  0.000000  0.000000  0.00000  \n",
       "E  4/3   0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "D  0.75  0.000000  0.00000  0.000000  0.500000  0.000000  0.00000  \n",
       "E  0.75  0.000000  0.00000  0.000000  0.000000  0.000000  0.00000  \n",
       "C  2/3   0.031250  0.03125  0.031250  0.031250  0.031250  0.03125  \n",
       "\n",
       "[32 rows x 32 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data=transitionMatrix, columns=notes, index=notes)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "notes = list(notes)\n",
    "last = 0\n",
    "generatedMusic = stream.Stream()\n",
    "generatedMusic.append(instrument.Guitar())\n",
    "Note = note.Note(noteSlice[0][0])\n",
    "Note.duration.quarterLength=noteSlice[0][1]\n",
    "generatedMusic.append(Note)\n",
    "musicLen = 20\n",
    "generatedLen = 0\n",
    "\n",
    "while generatedLen < musicLen:\n",
    "    index = np.random.choice(range(noteKindNum), p=transitionMatrix[last])\n",
    "    noteName, noteDuration = notes[index]\n",
    "    Note = note.Note(noteName)\n",
    "    Note.duration.quarterLength = noteDuration\n",
    "    generatedMusic.append(Note)\n",
    "    generatedLen += noteDuration\n",
    "    last = index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 195,
       "width": 750
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "generatedMusic.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'./data/output.mid'"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "generatedMusic.write('midi', fp='./data/output.mid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "voilin = instrument.Violin()\n",
    "voilin.autoAssignMidiChannel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "originalMusic = stream.Stream()\n",
    "originalMusic.append(instrument.Guitar())\n",
    "for noteName, noteDuration in noteSlice:\n",
    "    Note = note.Note(noteName)\n",
    "    Note.duration.quarterLength = noteDuration \n",
    "    originalMusic.append(Note)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 844,
       "width": 753
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "originalMusic.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'./data/original.mid'"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "originalMusic.write('midi', fp='./data/original.mid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}